Evidence map›Paper›PMID 39663911›Full record

ArticleThe Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association2025

The development of the Agricultural Producer Barriers to Care Scale (APBCS).

Noah Hopkins, Chase Reece, Nathan Hansen, Christina Proctor

Abstract read
In one paragraph

Article in The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. The development of the Agricultural Producer Barriers to Care Scale (APBCS).The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Noah HopkinsDepartment of Health Promotion and Behavior, University of Georgia, Athens, Georgia, USA.ORCID 0000-0002-4279-5409
Chase ReeceDepartment of Health Promotion and Behavior, University of Georgia, Athens, Georgia, USA.ORCID 0009-0000-0732-0822
Nathan HansenDepartment of Health Promotion and Behavior, University of Georgia, Athens, Georgia, USA.
Christina ProctorDepartment of Health Promotion and Behavior, University of Georgia, Athens, Georgia, USA.

Funding

University of Georgia's College of Public Health, Department of Health Promotion and Behavior
6 · The paper itself

Abstract

purposeThe purpose of this study was to identify and test the factor structure of the Agricultural Producer Barriers to Care Scale (APBCS), which assesses barriers to engaging with health care in rural US farmers.

methodsRespondents (n = 1045) completed an online survey that was distributed digitally and in-person by researchers and community partners at farming events and via farm-related social media. Exploratory and Confirmatory Factor Analysis were used to assess the underlying factor structure of the APBCS, and McDonald's omega coefficients were calculated to test the reliability of each factor and the instrument as a whole. Data analysis was conducted in SPSS 28.0 and MPlus Version 7.4.

findingsThe exploratory factor analysis (n = 689) indicated a four-factor structure for the APBCS with domains of (i) formal health care challenges, (ii) cultural barriers to help-seeking, (iii) stigma, and (iv) resilience, which explained 38.408% of the overall variance. The confirmatory factor analysis (n = 231) found that a three-factor structure, where questions from "cultural barriers to help seeking" were applied to factors for stigma and resilience, was a better fit for the model than the four-factor model hypothesized by the EFA. The final APBCS showed reliability within each domain, and across the full three-factor scale.

conclusionThe APBCS is a promising tool that shows high internal consistency and could inform researchers and practitioners about the structural and cultural barriers to engaging with health care in agricultural producers living in the United States.

Indexed as

FarmersAdultAgedAgricultureFactor Analysis, StatisticalFemaleHealth Services AccessibilityHumansMaleMiddle AgedPsychometricsReproducibility of ResultsRural PopulationSurveys and QuestionnairesUnited Statesbarriers to carefarming communityhealth care accessinstrument developmentmental health

Identifiers

PMID39663911
PMCPMC11635400

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.